Eastman Chemical Profile Report

Dataset statistics

Number of variables	48
Number of observations	1510
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	566.4 KiB
Average record size in memory	384.1 B

Variable types

TimeSeries	40
Categorical	1
Numeric	7

Alerts

`Split_Coefficient` has constant value "1.0"	Constant
`date` has a high cardinality: 1510 distinct values	High cardinality
`Open` is non stationary	Non stationary
`High` is non stationary	Non stationary
`Low` is non stationary	Non stationary
`Close` is non stationary	Non stationary
`Adjusted_Close` is non stationary	Non stationary
`MAMA` is non stationary	Non stationary
`FAMA` is non stationary	Non stationary
`CMO` is non stationary	Non stationary
`MIDPOINT` is non stationary	Non stationary
`T3` is non stationary	Non stationary
`MIDPRICE` is non stationary	Non stationary
`KAMA` is non stationary	Non stationary
`TRIMA` is non stationary	Non stationary
`ATR` is non stationary	Non stationary
`DEMA` is non stationary	Non stationary
`Chaikin A/D` is non stationary	Non stationary
`OBV` is non stationary	Non stationary
`WMA` is non stationary	Non stationary
`TEMA` is non stationary	Non stationary
`ADXR` is non stationary	Non stationary
`SAR` is non stationary	Non stationary
`Open` is seasonal	Seasonal
`High` is seasonal	Seasonal
`Low` is seasonal	Seasonal
`Close` is seasonal	Seasonal
`Adjusted_Close` is seasonal	Seasonal
`MAMA` is seasonal	Seasonal
`FAMA` is seasonal	Seasonal
`CMO` is seasonal	Seasonal
`MIDPOINT` is seasonal	Seasonal
`T3` is seasonal	Seasonal
`MIDPRICE` is seasonal	Seasonal
`KAMA` is seasonal	Seasonal
`TRIMA` is seasonal	Seasonal
`DEMA` is seasonal	Seasonal
`Chaikin A/D` is seasonal	Seasonal
`OBV` is seasonal	Seasonal
`WMA` is seasonal	Seasonal
`TEMA` is seasonal	Seasonal
`ADXR` is seasonal	Seasonal
`SAR` is seasonal	Seasonal
`id` has unique values	Unique
`date` has unique values	Unique
`ADOSC` has unique values	Unique
`Dividend_Amount` has 1486 (98.4%) zeros	Zeros
`Aroon Down` has 221 (14.6%) zeros	Zeros
`Aroon Up` has 164 (10.9%) zeros	Zeros
`Return_Target` has 1126 (74.6%) zeros	Zeros

Reproduction

Analysis started	2023-01-08 18:21:24.931668
Analysis finished	2023-01-08 18:21:32.314185
Duration	7.38 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

id
Numeric time series

UNIQUE

Distinct	1510
Distinct (%)	1.0
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	754.5
Minimum	0
Maximum	1509
Zeros	1
Zeros (%)	0.0006622516556291391
Memory size	12208

Quantile statistics

Minimum	0
5-th percentile	75.45
Q1	377.25
median	754.5
Q3	1131.75
95-th percentile	1433.55
Maximum	1509
Range	1509
Interquartile range (IQR)	754.5

Descriptive statistics

Standard deviation	436.0437669
Coefficient of variation (CV)	0.5779241444
Kurtosis	-1.2
Mean	754.5
Median Absolute Deviation (MAD)	377.5
Skewness	0
Sum	1139295
Variance	190134.1667
Monotonicity	Strictly increasing
Augmented Dickey-Fuller test p-value	7.631508071 × 10^-27

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
1003	1	0.1%
1012	1	0.1%
1011	1	0.1%
1010	1	0.1%
1009	1	0.1%
1008	1	0.1%
1007	1	0.1%
1006	1	0.1%
1005	1	0.1%
Other values (1500)	1500	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%

Value	Count	Frequency (%)
1509	1	0.1%
1508	1	0.1%
1507	1	0.1%
1506	1	0.1%
1505	1	0.1%

ACF and PACF

date
Categorical

HIGH CARDINALITY
UNIQUE

Distinct	1510
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	11.9 KiB

2017-01-03	1
2020-12-28	1
2021-01-11	1
2021-01-08	1
2021-01-07	1
Other values (1505)	1505

Overview
Categories

Unique

Unique	1510 ?
Unique (%)	100.0%

Sample

1st row	2017-01-03
2nd row	2017-01-04
3rd row	2017-01-05
4th row	2017-01-06
5th row	2017-01-09

Common Values

Value	Count	Frequency (%)
2017-01-03	1	0.1%
2020-12-28	1	0.1%
2021-01-11	1	0.1%
2021-01-08	1	0.1%
2021-01-07	1	0.1%
2021-01-06	1	0.1%
2021-01-05	1	0.1%
2021-01-04	1	0.1%
2020-12-31	1	0.1%
2020-12-30	1	0.1%
Other values (1500)	1500	99.3%

Open
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1286
Distinct (%)	0.8516556291390729
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	90.07598675496688
Minimum	37.39
Maximum	129.94
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	37.39
5-th percentile	66.0175
Q1	77.4825
median	85.895
Q3	104.7125
95-th percentile	117.9865
Maximum	129.94
Range	92.55
Interquartile range (IQR)	27.23

Descriptive statistics

Standard deviation	17.26372784
Coefficient of variation (CV)	0.1916573824
Kurtosis	-0.4956051384
Mean	90.07598675
Median Absolute Deviation (MAD)	12.705
Skewness	0.07055063689
Sum	136014.74
Variance	298.0362988
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3128727899

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.97	3	0.2%
116.47	3	0.2%
109.5	3	0.2%
73.19	3	0.2%
80.83	3	0.2%
76.99	3	0.2%
80.47	3	0.2%
99.19	3	0.2%
79.3	3	0.2%
78.92	3	0.2%
Other values (1276)	1480	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37.39	1	0.1%
37.5	1	0.1%
38.29	1	0.1%
39.98	1	0.1%
41.16	1	0.1%

Value	Count	Frequency (%)
129.94	1	0.1%
129.65	1	0.1%
129.61	1	0.1%
129.55	1	0.1%
128.75	1	0.1%

ACF and PACF

High
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1324
Distinct (%)	0.8768211920529801
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	91.09465576158941
Minimum	38.85
Maximum	130.47
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	38.85
5-th percentile	66.823
Q1	78.4375
median	86.585
Q3	105.9925
95-th percentile	119.527
Maximum	130.47
Range	91.62
Interquartile range (IQR)	27.555

Descriptive statistics

Standard deviation	17.35188123
Coefficient of variation (CV)	0.1904818793
Kurtosis	-0.5695570215
Mean	91.09465576
Median Absolute Deviation (MAD)	12.52
Skewness	0.1098377149
Sum	137552.9302
Variance	301.0877821
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3154780366

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.99	5	0.3%
85.12	4	0.3%
81.05	4	0.3%
81.74	4	0.3%
79.5	3	0.2%
84.64	3	0.2%
83.25	3	0.2%
83.44	3	0.2%
85.13	3	0.2%
110.32	3	0.2%
Other values (1314)	1475	97.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.85	1	0.1%
41.98	1	0.1%
42.07	1	0.1%
42.87	1	0.1%
43	1	0.1%

Value	Count	Frequency (%)
130.47	1	0.1%
130.09	1	0.1%
130.04	1	0.1%
129.98	1	0.1%
129.94	1	0.1%

ACF and PACF

Low
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1333
Distinct (%)	0.8827814569536424
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	89.00801715231788
Minimum	34.44
Maximum	128.4401
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	34.44
5-th percentile	65.063
Q1	76.55
median	85.1
Q3	103.335
95-th percentile	116.872
Maximum	128.4401
Range	94.0001
Interquartile range (IQR)	26.785

Descriptive statistics

Standard deviation	17.13499487
Coefficient of variation (CV)	0.1925106908
Kurtosis	-0.428741603
Mean	89.00801715
Median Absolute Deviation (MAD)	12.715
Skewness	0.03585181333
Sum	134402.1059
Variance	293.6080491
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.236105686

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.71	3	0.2%
112.25	3	0.2%
78.21	3	0.2%
89.01	3	0.2%
79.41	3	0.2%
69.64	3	0.2%
110.05	3	0.2%
78.37	3	0.2%
107.29	3	0.2%
85	3	0.2%
Other values (1323)	1480	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
34.44	1	0.1%
35.93	1	0.1%
36.55	1	0.1%
38	1	0.1%
38.12	1	0.1%

Value	Count	Frequency (%)
128.4401	1	0.1%
127.75	1	0.1%
127.57	1	0.1%
127.38	1	0.1%
127.25	2	0.1%

ACF and PACF

Close
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1327
Distinct (%)	0.8788079470198675
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	90.04447682119205
Minimum	38.39
Maximum	130.03
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	38.39
5-th percentile	65.636
Q1	77.575
median	85.925
Q3	104.595
95-th percentile	118.394
Maximum	130.03
Range	91.64
Interquartile range (IQR)	27.02

Descriptive statistics

Standard deviation	17.21904115
Coefficient of variation (CV)	0.191228177
Kurtosis	-0.5111651041
Mean	90.04447682
Median Absolute Deviation (MAD)	12.685
Skewness	0.07488308053
Sum	135967.16
Variance	296.4953782
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3043511798

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80.25	5	0.3%
77.5	4	0.3%
76.19	3	0.2%
78.15	3	0.2%
78.64	3	0.2%
77.63	3	0.2%
78.92	3	0.2%
77.64	3	0.2%
102.5	3	0.2%
85.8	3	0.2%
Other values (1317)	1477	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.39	1	0.1%
38.62	1	0.1%
40.01	1	0.1%
40.77	1	0.1%
40.81	1	0.1%

Value	Count	Frequency (%)
130.03	1	0.1%
129.89	1	0.1%
129.31	1	0.1%
128.99	1	0.1%
128.98	1	0.1%

ACF and PACF

Adjusted_Close
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1459
Distinct (%)	0.9662251655629139
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.21931269239623
Minimum	35.3550104338031
Maximum	123.504696052006
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	35.35501043
5-th percentile	59.58027024
Q1	68.22408832
median	77.51113059
Q3	95.53907546
95-th percentile	114.1932409
Maximum	123.5046961
Range	88.14968562
Interquartile range (IQR)	27.31498714

Descriptive statistics

Standard deviation	17.86115725
Coefficient of variation (CV)	0.2172379781
Kurtosis	-0.6753374098
Mean	82.21931269
Median Absolute Deviation (MAD)	11.33088004
Skewness	0.3592261543
Sum	124151.1622
Variance	319.0209384
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3460976538

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86.13238902	3	0.2%
71.35023427	3	0.2%
67.65768379	2	0.1%
86.09217631	2	0.1%
67.1029096	2	0.1%
74.32771594	2	0.1%
69.63463881	2	0.1%
72.20548868	2	0.1%
85.9072063	2	0.1%
69.52838046	2	0.1%
Other values (1449)	1488	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35.35501043	1	0.1%
35.56682738	1	0.1%
36.84693846	1	0.1%
37.54685531	1	0.1%
37.58369304	1	0.1%

Value	Count	Frequency (%)
123.5046961	1	0.1%
123.4313213	1	0.1%
123.3596126	1	0.1%
123.3305959	1	0.1%
123.2984259	1	0.1%

ACF and PACF

Volume
Real number (ℝ_≥0)

Distinct	1509
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1096331.642

Minimum	154109
Maximum	4116977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.9 KiB

Quantile statistics

Minimum	154109
5-th percentile	519103.1
Q1	765259.25
median	988709.5
Q3	1294994
95-th percentile	2012214.85
Maximum	4116977
Range	3962868
Interquartile range (IQR)	529734.75

Descriptive statistics

Standard deviation	492603.3735
Coefficient of variation (CV)	0.4493196718
Kurtosis	5.003559117
Mean	1096331.642
Median Absolute Deviation (MAD)	253581
Skewness	1.726341068
Sum	1655460779
Variance	2.426580836 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
935518	2	0.1%
1270571	1	0.1%
966045	1	0.1%
659711	1	0.1%
842031	1	0.1%
1027109	1	0.1%
1194595	1	0.1%
994749	1	0.1%
1205604	1	0.1%
513734	1	0.1%
Other values (1499)	1499	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
154109	1	0.1%
162459	1	0.1%
242272	1	0.1%
259948	1	0.1%
282379	1	0.1%

Value	Count	Frequency (%)
4116977	1	0.1%
3980943	1	0.1%
3840598	1	0.1%
3819883	1	0.1%
3752275	1	0.1%

Dividend_Amount
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01025165563

Minimum	0
Maximum	0.79
Zeros	1486
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	11.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.79
Range	0.79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08138506257
Coefficient of variation (CV)	7.938723804
Kurtosis	62.29583647
Mean	0.01025165563
Median Absolute Deviation (MAD)	0
Skewness	7.949288402
Sum	15.48
Variance	0.00662352841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1486	98.4%
0.56	4	0.3%
0.62	4	0.3%
0.66	4	0.3%
0.69	4	0.3%
0.76	4	0.3%
0.51	3	0.2%
0.79	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1486	98.4%
0.51	3	0.2%
0.56	4	0.3%
0.62	4	0.3%
0.66	4	0.3%

Value	Count	Frequency (%)
0.79	1	0.1%
0.76	4	0.3%
0.69	4	0.3%
0.66	4	0.3%
0.62	4	0.3%

Split_Coefficient
Real number (ℝ_≥0)

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1

Minimum	1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	1
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	1510
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
1	1510	100.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1510	100.0%

Value	Count	Frequency (%)
1	1510	100.0%

MAMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1506
Distinct (%)	0.9973509933774835
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	80.2207082781457
Minimum	58.6629
Maximum	109.2437
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	58.6629
5-th percentile	60.93603
Q1	67.63575
median	75.57275
Q3	92.34875
95-th percentile	107.269995
Maximum	109.2437
Range	50.5808
Interquartile range (IQR)	24.713

Descriptive statistics

Standard deviation	15.39028331
Coefficient of variation (CV)	0.1918492574
Kurtosis	-1.102948637
Mean	80.22070828
Median Absolute Deviation (MAD)	9.85235
Skewness	0.5022495997
Sum	121133.2695
Variance	236.8608203
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2975190741

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.5683	2	0.1%
68.5566	2	0.1%
85.3835	2	0.1%
79.6928	2	0.1%
76.4514	1	0.1%
78.2437	1	0.1%
78.018	1	0.1%
77.7569	1	0.1%
77.5208	1	0.1%
77.296	1	0.1%
Other values (1496)	1496	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
58.6629	1	0.1%
58.7217	1	0.1%
58.7823	1	0.1%
58.8425	1	0.1%
58.8947	1	0.1%

Value	Count	Frequency (%)
109.2437	1	0.1%
109.225	1	0.1%
109.1801	1	0.1%
109.1694	1	0.1%
109.1374	1	0.1%

ACF and PACF

FAMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1507
Distinct (%)	0.9980132450331126
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	75.11743046357617
Minimum	58.148
Maximum	98.9133
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	58.148
5-th percentile	59.029225
Q1	67.149325
median	72.85055
Q3	78.437425
95-th percentile	98.37261
Maximum	98.9133
Range	40.7653
Interquartile range (IQR)	11.2881

Descriptive statistics

Standard deviation	11.66991157
Coefficient of variation (CV)	0.1553555746
Kurtosis	-0.4216114787
Mean	75.11743046
Median Absolute Deviation (MAD)	5.7012
Skewness	0.7137899291
Sum	113427.32
Variance	136.1868361
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.270716468

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.9696	2	0.1%
77.0137	2	0.1%
77.0148	2	0.1%
58.148	1	0.1%
68.3051	1	0.1%
68.2039	1	0.1%
68.1546	1	0.1%
68.1063	1	0.1%
68.059	1	0.1%
68.0126	1	0.1%
Other values (1497)	1497	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
58.148	1	0.1%
58.1509	1	0.1%
58.1541	1	0.1%
58.1575	1	0.1%
58.1612	1	0.1%

Value	Count	Frequency (%)
98.9133	1	0.1%
98.913	1	0.1%
98.9126	1	0.1%
98.9116	1	0.1%
98.9109	1	0.1%

ACF and PACF

TRIX
Numeric time series

Distinct	1385
Distinct (%)	0.9172185430463576
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.019966821192052977
Minimum	-1.2357
Maximum	0.7441
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-1.2357
5-th percentile	-0.43234
Q1	-0.124375
median	0.0766
Q3	0.176775
95-th percentile	0.353175
Maximum	0.7441
Range	1.9798
Interquartile range (IQR)	0.30115

Descriptive statistics

Standard deviation	0.2704105118
Coefficient of variation (CV)	13.54299261
Kurtosis	3.201460705
Mean	0.01996682119
Median Absolute Deviation (MAD)	0.1451
Skewness	-1.109105426
Sum	30.1499
Variance	0.07312184487
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.090324667 × 10^-5

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0962	4	0.3%
0.3085	3	0.2%
0.1648	3	0.2%
0.0958	3	0.2%
-0.1551	3	0.2%
0.1315	3	0.2%
-0.0905	3	0.2%
0.1848	3	0.2%
0.0802	3	0.2%
0.0963	3	0.2%
Other values (1375)	1479	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.2357	1	0.1%
-1.2335	1	0.1%
-1.2326	1	0.1%
-1.2267	1	0.1%
-1.2218	1	0.1%

Value	Count	Frequency (%)
0.7441	1	0.1%
0.7427	1	0.1%
0.7386	1	0.1%
0.7331	1	0.1%
0.7303	1	0.1%

ACF and PACF

CMO
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1503
Distinct (%)	0.9953642384105961
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	2.5014799337748337
Minimum	-60.7176
Maximum	55.4418
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-60.7176
5-th percentile	-34.837625
Q1	-9.3351
median	5.4625
Q3	16.36925
95-th percentile	30.514705
Maximum	55.4418
Range	116.1594
Interquartile range (IQR)	25.70435

Descriptive statistics

Standard deviation	19.39853212
Coefficient of variation (CV)	7.754822197
Kurtosis	0.07004523658
Mean	2.501479934
Median Absolute Deviation (MAD)	12.5539
Skewness	-0.555178865
Sum	3777.2347
Variance	376.3030483
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.295042994 × 10^-9

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.7033	2	0.1%
33.2692	2	0.1%
23.8291	2	0.1%
2.9802	2	0.1%
10.6475	2	0.1%
3.3403	2	0.1%
6.7343	2	0.1%
5.237	1	0.1%
20.1021	1	0.1%
33.8519	1	0.1%
Other values (1493)	1493	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-60.7176	1	0.1%
-58.6088	1	0.1%
-56.5037	1	0.1%
-54.6119	1	0.1%
-54.1622	1	0.1%

Value	Count	Frequency (%)
55.4418	1	0.1%
47.5187	1	0.1%
46.8927	1	0.1%
46.1223	1	0.1%
45.2272	1	0.1%

ACF and PACF

MACD
Numeric time series

Distinct	1498
Distinct (%)	0.9920529801324504
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.09414529801324498
Minimum	-10.9583
Maximum	6.324
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-10.9583
5-th percentile	-4.676925
Q1	-1.0097
median	0.4013
Q3	1.64415
95-th percentile	3.63637
Maximum	6.324
Range	17.2823
Interquartile range (IQR)	2.65385

Descriptive statistics

Standard deviation	2.533401612
Coefficient of variation (CV)	26.90948635
Kurtosis	2.093762572
Mean	0.09414529801
Median Absolute Deviation (MAD)	1.3355
Skewness	-0.9855863002
Sum	142.1594
Variance	6.418123728
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.296703904 × 10^-5

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8497	3	0.2%
1.2182	2	0.1%
0.2065	2	0.1%
-0.6562	2	0.1%
2.4109	2	0.1%
-0.0863	2	0.1%
-1.1734	2	0.1%
0.9679	2	0.1%
0.6728	2	0.1%
0.5375	2	0.1%
Other values (1488)	1489	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.9583	1	0.1%
-10.9143	1	0.1%
-10.603	1	0.1%
-10.2831	1	0.1%
-10.1722	1	0.1%

Value	Count	Frequency (%)
6.324	1	0.1%
6.1689	1	0.1%
6.11	1	0.1%
6.0936	1	0.1%
6.0768	1	0.1%

ACF and PACF

MACD_Signal
Numeric time series

Distinct	1496
Distinct (%)	0.990728476821192
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.0989909271523179
Minimum	-10.0563
Maximum	5.832
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-10.0563
5-th percentile	-4.502415
Q1	-0.888825
median	0.38755
Q3	1.57465
95-th percentile	3.514565
Maximum	5.832
Range	15.8883
Interquartile range (IQR)	2.463475

Descriptive statistics

Standard deviation	2.400963998
Coefficient of variation (CV)	24.25438438
Kurtosis	2.043324407
Mean	0.09899092715
Median Absolute Deviation (MAD)	1.22325
Skewness	-1.000918871
Sum	149.4763
Variance	5.764628119
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.534700741 × 10^-8

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1521	2	0.1%
0.2528	2	0.1%
0.3387	2	0.1%
-3.9542	2	0.1%
-0.1781	2	0.1%
1.303	2	0.1%
0.1677	2	0.1%
0.1645	2	0.1%
-3.0877	2	0.1%
0.5945	2	0.1%
Other values (1486)	1490	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.0563	1	0.1%
-10.0497	1	0.1%
-9.9064	1	0.1%
-9.8465	1	0.1%
-9.6397	1	0.1%

Value	Count	Frequency (%)
5.832	1	0.1%
5.8184	1	0.1%
5.7458	1	0.1%
5.685	1	0.1%
5.5411	1	0.1%

ACF and PACF

MACD_Hist
Numeric time series

Distinct	1475
Distinct (%)	0.9768211920529801
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	-0.004845033112582781
Minimum	-4.6812
Maximum	5.0871
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-4.6812
5-th percentile	-1.87906
Q1	-0.7362
median	-0.02255
Q3	0.721025
95-th percentile	2.038345
Maximum	5.0871
Range	9.7683
Interquartile range (IQR)	1.457225

Descriptive statistics

Standard deviation	1.204774836
Coefficient of variation (CV)	-248.6618374
Kurtosis	1.180518752
Mean	-0.004845033113
Median Absolute Deviation (MAD)	0.72675
Skewness	0.1752648462
Sum	-7.316
Variance	1.451482406
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.004795734 × 10^-13

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2255	2	0.1%
0.1251	2	0.1%
1.5638	2	0.1%
0.3367	2	0.1%
0.289	2	0.1%
0.1428	2	0.1%
-0.0683	2	0.1%
-1.5348	2	0.1%
1.0544	2	0.1%
0.5442	2	0.1%
Other values (1465)	1490	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.6812	1	0.1%
-4.643	1	0.1%
-4.5085	1	0.1%
-4.3053	1	0.1%
-4.1528	1	0.1%

Value	Count	Frequency (%)
5.0871	1	0.1%
4.8453	1	0.1%
4.807	1	0.1%
4.4195	1	0.1%
4.3873	1	0.1%

ACF and PACF

MIDPOINT
Numeric time series

NON STATIONARY
SEASONAL

Distinct	669
Distinct (%)	0.44304635761589406
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.08361218543047
Minimum	41.1675
Maximum	119.9998
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	41.1675
5-th percentile	61.092045
Q1	67.8568
median	77.3791
Q3	95.848975
95-th percentile	114.17851
Maximum	119.9998
Range	78.8323
Interquartile range (IQR)	27.992175

Descriptive statistics

Standard deviation	17.58033949
Coefficient of variation (CV)	0.2141759972
Kurtosis	-0.8013870082
Mean	82.08361219
Median Absolute Deviation (MAD)	11.3601
Skewness	0.3863105177
Sum	123946.2544
Variance	309.0683367
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5184065896

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.48	14	0.9%
71.6297	13	0.9%
118.9056	12	0.8%
98.447	12	0.8%
106.283	12	0.8%
90.6636	12	0.8%
76.7956	12	0.8%
66.7382	11	0.7%
69.5697	10	0.7%
67.1608	10	0.7%
Other values (659)	1392	92.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
41.1675	2	0.1%
42.0226	1	0.1%
43.7126	1	0.1%
43.9097	1	0.1%
44.7859	1	0.1%

Value	Count	Frequency (%)
119.9998	8	0.5%
119.995	2	0.1%
119.6991	1	0.1%
119.2973	1	0.1%
119.2166	1	0.1%

ACF and PACF

APO
Numeric time series

Distinct	1498
Distinct (%)	0.9920529801324504
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.09414529801324498
Minimum	-10.9583
Maximum	6.324
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-10.9583
5-th percentile	-4.676925
Q1	-1.0097
median	0.4013
Q3	1.64415
95-th percentile	3.63637
Maximum	6.324
Range	17.2823
Interquartile range (IQR)	2.65385

Descriptive statistics

Standard deviation	2.533401612
Coefficient of variation (CV)	26.90948635
Kurtosis	2.093762572
Mean	0.09414529801
Median Absolute Deviation (MAD)	1.3355
Skewness	-0.9855863002
Sum	142.1594
Variance	6.418123728
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.296703904 × 10^-5

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8497	3	0.2%
1.2182	2	0.1%
0.2065	2	0.1%
-0.6562	2	0.1%
2.4109	2	0.1%
-0.0863	2	0.1%
-1.1734	2	0.1%
0.9679	2	0.1%
0.6728	2	0.1%
0.5375	2	0.1%
Other values (1488)	1489	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10.9583	1	0.1%
-10.9143	1	0.1%
-10.603	1	0.1%
-10.2831	1	0.1%
-10.1722	1	0.1%

Value	Count	Frequency (%)
6.324	1	0.1%
6.1689	1	0.1%
6.11	1	0.1%
6.0936	1	0.1%
6.0768	1	0.1%

ACF and PACF

T3
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1508
Distinct (%)	0.9986754966887417
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.11327721854305
Minimum	39.4531
Maximum	121.658
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	39.4531
5-th percentile	60.39361
Q1	68.038875
median	77.5656
Q3	97.20985
95-th percentile	114.586945
Maximum	121.658
Range	82.2049
Interquartile range (IQR)	29.170975

Descriptive statistics

Standard deviation	17.92681486
Coefficient of variation (CV)	0.2183181024
Kurtosis	-0.6946462284
Mean	82.11327722
Median Absolute Deviation (MAD)	11.2626
Skewness	0.3605062689
Sum	123991.0486
Variance	321.370691
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3708123257

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.5303	2	0.1%
71.5553	2	0.1%
92.8234	1	0.1%
93.3955	1	0.1%
98.202	1	0.1%
98.0239	1	0.1%
97.878	1	0.1%
97.7704	1	0.1%
97.6876	1	0.1%
97.6223	1	0.1%
Other values (1498)	1498	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39.4531	1	0.1%
39.5207	1	0.1%
39.5297	1	0.1%
39.7196	1	0.1%
39.7464	1	0.1%

Value	Count	Frequency (%)
121.658	1	0.1%
121.644	1	0.1%
121.5776	1	0.1%
121.553	1	0.1%
121.4137	1	0.1%

ACF and PACF

MIDPRICE
Numeric time series

NON STATIONARY
SEASONAL

Distinct	680
Distinct (%)	0.4503311258278146
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	81.9460184768212
Minimum	39.9707
Maximum	119.8574
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	39.9707
5-th percentile	61.55
Q1	67.9172
median	77.4558
Q3	96.1456
95-th percentile	114.1435
Maximum	119.8574
Range	79.8867
Interquartile range (IQR)	28.2284

Descriptive statistics

Standard deviation	17.57181191
Coefficient of variation (CV)	0.2144315518
Kurtosis	-0.7826787314
Mean	81.94601848
Median Absolute Deviation (MAD)	11.45705
Skewness	0.3741264989
Sum	123738.4879
Variance	308.7685737
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4766034385

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.4201	17	1.1%
71.346	17	1.1%
106.5417	13	0.9%
107.6187	13	0.9%
118.1487	13	0.9%
77.3237	12	0.8%
67.3333	12	0.8%
64.9121	12	0.8%
85.1021	11	0.7%
69.0747	11	0.7%
Other values (670)	1379	91.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39.9707	1	0.1%
40.7886	1	0.1%
41.3009	1	0.1%
42.1055	1	0.1%
42.8626	1	0.1%

Value	Count	Frequency (%)
119.8574	6	0.4%
119.8363	2	0.1%
119.5726	1	0.1%
119.4449	1	0.1%
119.3875	1	0.1%

ACF and PACF

KAMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1503
Distinct (%)	0.9953642384105961
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	81.4974338410596
Minimum	40.535
Maximum	117.3612
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	40.535
5-th percentile	60.44532
Q1	68.086075
median	75.68325
Q3	94.956875
95-th percentile	112.87667
Maximum	117.3612
Range	76.8262
Interquartile range (IQR)	26.8708

Descriptive statistics

Standard deviation	17.84181288
Coefficient of variation (CV)	0.2189248426
Kurtosis	-0.7938962394
Mean	81.49743384
Median Absolute Deviation (MAD)	11.49415
Skewness	0.3363266371
Sum	123061.1251
Variance	318.3302868
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4084733103

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65.4289	2	0.1%
73.2658	2	0.1%
73.2864	2	0.1%
90.6163	2	0.1%
67.9215	2	0.1%
70.8898	2	0.1%
90.6766	2	0.1%
62.5864	1	0.1%
92.5474	1	0.1%
94.3479	1	0.1%
Other values (1493)	1493	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40.535	1	0.1%
40.6791	1	0.1%
40.7951	1	0.1%
40.8254	1	0.1%
40.9116	1	0.1%

Value	Count	Frequency (%)
117.3612	1	0.1%
117.3423	1	0.1%
117.3366	1	0.1%
117.3355	1	0.1%
117.317	1	0.1%

ACF and PACF

TRIMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1508
Distinct (%)	0.9986754966887417
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.10296516556292
Minimum	39.7384
Maximum	120.2678
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	39.7384
5-th percentile	60.03726
Q1	68.16625
median	77.1831
Q3	95.864725
95-th percentile	114.11509
Maximum	120.2678
Range	80.5294
Interquartile range (IQR)	27.698475

Descriptive statistics

Standard deviation	17.74913056
Coefficient of variation (CV)	0.2161813587
Kurtosis	-0.7635838541
Mean	82.10296517
Median Absolute Deviation (MAD)	11.33175
Skewness	0.3739995344
Sum	123975.4774
Variance	315.0316357
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.5614653348

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70.0348	2	0.1%
85.0749	2	0.1%
63.7731	1	0.1%
95.689	1	0.1%
95.6155	1	0.1%
95.6139	1	0.1%
95.6664	1	0.1%
95.7625	1	0.1%
95.8804	1	0.1%
95.9359	1	0.1%
Other values (1498)	1498	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39.7384	1	0.1%
39.7537	1	0.1%
39.9523	1	0.1%
39.9571	1	0.1%
40.3623	1	0.1%

Value	Count	Frequency (%)
120.2678	1	0.1%
120.2166	1	0.1%
120.2146	1	0.1%
120.1156	1	0.1%
120.0002	1	0.1%

ACF and PACF

MFI
Numeric time series

Distinct	1506
Distinct (%)	0.9973509933774835
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	52.06913066225166
Minimum	11.874
Maximum	85.8577
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	11.874
5-th percentile	28.64458
Q1	44.798
median	53.1165
Q3	60.878025
95-th percentile	70.978705
Maximum	85.8577
Range	73.9837
Interquartile range (IQR)	16.080025

Descriptive statistics

Standard deviation	12.65742126
Coefficient of variation (CV)	0.2430887764
Kurtosis	0.07406215753
Mean	52.06913066
Median Absolute Deviation (MAD)	8.0583
Skewness	-0.4261035806
Sum	78624.3873
Variance	160.210313
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.387889114 × 10^-9

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.72	2	0.1%
52.4583	2	0.1%
44.4413	2	0.1%
65.4169	2	0.1%
60.2718	1	0.1%
56.9709	1	0.1%
59.039	1	0.1%
53.5363	1	0.1%
59.1	1	0.1%
58.4934	1	0.1%
Other values (1496)	1496	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11.874	1	0.1%
12.1961	1	0.1%
12.5164	1	0.1%
12.5182	1	0.1%
15.728	1	0.1%

Value	Count	Frequency (%)
85.8577	1	0.1%
82.5719	1	0.1%
81.9154	1	0.1%
81.548	1	0.1%
80.1349	1	0.1%

ACF and PACF

ATR
Numeric time series

NON STATIONARY

Distinct	1459
Distinct (%)	0.9662251655629139
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	2.0939758278145693
Minimum	0.9304
Maximum	3.6734
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	0.9304
5-th percentile	1.044625
Q1	1.5655
median	2.0496
Q3	2.71005
95-th percentile	3.18866
Maximum	3.6734
Range	2.743
Interquartile range (IQR)	1.14455

Descriptive statistics

Standard deviation	0.7026619708
Coefficient of variation (CV)	0.335563554
Kurtosis	-1.129857914
Mean	2.093975828
Median Absolute Deviation (MAD)	0.5905
Skewness	0.06270907001
Sum	3161.9035
Variance	0.4937338452
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1036265799

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.701	3	0.2%
1.0149	3	0.2%
1.5887	2	0.1%
1.0503	2	0.1%
1.5295	2	0.1%
2.9438	2	0.1%
1.107	2	0.1%
1.0165	2	0.1%
3.1907	2	0.1%
1.0353	2	0.1%
Other values (1449)	1488	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9304	1	0.1%
0.9462	1	0.1%
0.9485	1	0.1%
0.9567	1	0.1%
0.9589	1	0.1%

Value	Count	Frequency (%)
3.6734	1	0.1%
3.6679	1	0.1%
3.6199	1	0.1%
3.6019	1	0.1%
3.5447	1	0.1%

ACF and PACF

WILLR
Numeric time series

Distinct	1498
Distinct (%)	0.9920529801324504
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	-44.70793410596027
Minimum	-100.0
Maximum	-0.0
Zeros	2
Zeros (%)	0.0013245033112582781
Memory size	12208

Quantile statistics

Minimum	-100
5-th percentile	-94.9229
Q1	-70.983075
median	-42.1354
Q3	-17.888925
95-th percentile	-3.197605
Maximum	-0
Range	100
Interquartile range (IQR)	53.09415

Descriptive statistics

Standard deviation	30.04521413
Coefficient of variation (CV)	-0.6720331577
Kurtosis	-1.209212713
Mean	-44.70793411
Median Absolute Deviation (MAD)	25.69835
Skewness	-0.2421616687
Sum	-67508.9805
Variance	902.7148921
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.523012157 × 10^-16

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-74.2404	2	0.1%
-0	2	0.1%
-8.2046	2	0.1%
-49.8934	2	0.1%
-100	2	0.1%
-2.381	2	0.1%
-52.0154	2	0.1%
-83.9181	2	0.1%
-50.1754	2	0.1%
-15.4433	2	0.1%
Other values (1488)	1490	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	2	0.1%
-99.9387	1	0.1%
-99.8979	1	0.1%
-99.8631	1	0.1%
-99.8111	1	0.1%

Value	Count	Frequency (%)
-0	2	0.1%
-0.0903	1	0.1%
-0.1567	1	0.1%
-0.187	1	0.1%
-0.1926	1	0.1%

ACF and PACF

NATR
Numeric time series

Distinct	1458
Distinct (%)	0.9655629139072848
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	2.6023501324503315
Minimum	1.2275
Maximum	9.8866
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	1.2275
5-th percentile	1.41341
Q1	2.02625
median	2.5022
Q3	2.890575
95-th percentile	3.9906
Maximum	9.8866
Range	8.6591
Interquartile range (IQR)	0.864325

Descriptive statistics

Standard deviation	1.041521973
Coefficient of variation (CV)	0.4002236133
Kurtosis	13.15252093
Mean	2.602350132
Median Absolute Deviation (MAD)	0.42665
Skewness	2.851298016
Sum	3929.5487
Variance	1.084768021
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.001971385601

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.5674	3	0.2%
2.0549	2	0.1%
2.2209	2	0.1%
2.2146	2	0.1%
2.3733	2	0.1%
2.5182	2	0.1%
1.6287	2	0.1%
3.0107	2	0.1%
2.4011	2	0.1%
2.815	2	0.1%
Other values (1448)	1489	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.2275	1	0.1%
1.228	1	0.1%
1.2328	1	0.1%
1.2354	1	0.1%
1.2388	1	0.1%

Value	Count	Frequency (%)
9.8866	1	0.1%
9.3349	1	0.1%
9.292	1	0.1%
9.2104	1	0.1%
9.1791	1	0.1%

ACF and PACF

DEMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1504
Distinct (%)	0.9960264900662251
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.22658794701987
Minimum	35.9805
Maximum	122.6259
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	35.9805
5-th percentile	59.45598
Q1	68.309975
median	77.6324
Q3	97.01165
95-th percentile	114.705945
Maximum	122.6259
Range	86.6454
Interquartile range (IQR)	28.701675

Descriptive statistics

Standard deviation	17.9690168
Coefficient of variation (CV)	0.218530493
Kurtosis	-0.6347357734
Mean	82.22658795
Median Absolute Deviation (MAD)	11.55925
Skewness	0.3390615522
Sum	124162.1478
Variance	322.8855647
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1843591249

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.8649	2	0.1%
66.5212	2	0.1%
69.741	2	0.1%
69.6987	2	0.1%
87.2994	2	0.1%
69.0348	2	0.1%
96.0685	1	0.1%
100.8896	1	0.1%
100.6559	1	0.1%
100.3466	1	0.1%
Other values (1494)	1494	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35.9805	1	0.1%
36.4358	1	0.1%
36.4703	1	0.1%
37.096	1	0.1%
37.4533	1	0.1%

Value	Count	Frequency (%)
122.6259	1	0.1%
122.4714	1	0.1%
122.4473	1	0.1%
122.3452	1	0.1%
122.036	1	0.1%

ACF and PACF

ROC
Numeric time series

Distinct	1502
Distinct (%)	0.9947019867549669
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.8311127814569536
Minimum	-46.4593
Maximum	42.7988
Zeros	3
Zeros (%)	0.001986754966887417
Memory size	12208

Quantile statistics

Minimum	-46.4593
5-th percentile	-15.46961
Q1	-3.3702
median	1.3071
Q3	5.5133
95-th percentile	15.01862
Maximum	42.7988
Range	89.2581
Interquartile range (IQR)	8.8835

Descriptive statistics

Standard deviation	9.463502191
Coefficient of variation (CV)	11.38654392
Kurtosis	3.757929656
Mean	0.8311127815
Median Absolute Deviation (MAD)	4.42835
Skewness	-0.4774163761
Sum	1254.9803
Variance	89.55787372
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.260544107 × 10^-6

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.2%
2.2294	2	0.1%
-6.3212	2	0.1%
3.8918	2	0.1%
7.1844	2	0.1%
7.2107	2	0.1%
-1.1497	2	0.1%
8.1151	1	0.1%
4.7855	1	0.1%
2.2162	1	0.1%
Other values (1492)	1492	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-46.4593	1	0.1%
-45.6976	1	0.1%
-45.1899	1	0.1%
-43.9614	1	0.1%
-43.7614	1	0.1%

Value	Count	Frequency (%)
42.7988	1	0.1%
40.9148	1	0.1%
37.3274	1	0.1%
36.2602	1	0.1%
35.2408	1	0.1%

ACF and PACF

DX
Numeric time series

Distinct	1323
Distinct (%)	0.876158940397351
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	17.597110662251655
Minimum	0.0038
Maximum	70.6004
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	0.0038
5-th percentile	1.282715
Q1	6.6804
median	15.064
Q3	24.9283
95-th percentile	43.952365
Maximum	70.6004
Range	70.5966
Interquartile range (IQR)	18.2479

Descriptive statistics

Standard deviation	13.50741753
Coefficient of variation (CV)	0.7675929185
Kurtosis	0.8186115587
Mean	17.59711066
Median Absolute Deviation (MAD)	8.8923
Skewness	1.012750375
Sum	26571.6371
Variance	182.4503283
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.243400753 × 10^-15

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5645	3	0.2%
14.6061	3	0.2%
26.2654	3	0.2%
8.9625	3	0.2%
5.1519	3	0.2%
31.897	3	0.2%
28.6576	3	0.2%
3.8085	2	0.1%
4.1132	2	0.1%
25.3296	2	0.1%
Other values (1313)	1483	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0038	1	0.1%
0.0048	1	0.1%
0.0791	2	0.1%
0.0891	1	0.1%
0.1006	1	0.1%

Value	Count	Frequency (%)
70.6004	1	0.1%
70.1755	1	0.1%
67.5037	2	0.1%
67.0661	2	0.1%
66.1251	1	0.1%

ACF and PACF

Aroon Down
Numeric time series

ZEROS

Distinct	21
Distinct (%)	0.01390728476821192
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	44.086092715231786
Minimum	0.0
Maximum	100.0
Zeros	221
Zeros (%)	0.14635761589403973
Memory size	12208

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	40
Q3	75
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	65

Descriptive statistics

Standard deviation	35.05594136
Coefficient of variation (CV)	0.7951700684
Kurtosis	-1.382258606
Mean	44.08609272
Median Absolute Deviation (MAD)	30
Skewness	0.2470505008
Sum	66570
Variance	1228.919024
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.611908045 × 10^-16

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	221	14.6%
100	134	8.9%
5	106	7.0%
10	85	5.6%
95	76	5.0%
15	76	5.0%
20	73	4.8%
25	65	4.3%
30	59	3.9%
90	59	3.9%
Other values (11)	556	36.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	221	14.6%
5	106	7.0%
10	85	5.6%
15	76	5.0%
20	73	4.8%

Value	Count	Frequency (%)
100	134	8.9%
95	76	5.0%
90	59	3.9%
85	54	3.6%
80	51	3.4%

ACF and PACF

Aroon Up
Numeric time series

ZEROS

Distinct	21
Distinct (%)	0.01390728476821192
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	55.70860927152318
Minimum	0.0
Maximum	100.0
Zeros	164
Zeros (%)	0.10860927152317881
Memory size	12208

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20
median	60
Q3	90
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	35.79580729
Coefficient of variation (CV)	0.6425543154
Kurtosis	-1.406835909
Mean	55.70860927
Median Absolute Deviation (MAD)	35
Skewness	-0.2568056
Sum	84120
Variance	1281.33982
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	9.900565589 × 10^-17

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
100	228	15.1%
0	164	10.9%
95	112	7.4%
90	86	5.7%
85	77	5.1%
5	73	4.8%
80	69	4.6%
75	62	4.1%
70	58	3.8%
10	57	3.8%
Other values (11)	524	34.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	164	10.9%
5	73	4.8%
10	57	3.8%
15	48	3.2%
20	48	3.2%

Value	Count	Frequency (%)
100	228	15.1%
95	112	7.4%
90	86	5.7%
85	77	5.1%
80	69	4.6%

ACF and PACF

Chaikin A/D
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1507
Distinct (%)	0.9980132450331126
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	314647491.4182107
Minimum	293056307.5089
Maximum	329836207.3953
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	293056307.5
5-th percentile	301289650.5
Q1	307199420.3
median	316616700.9
Q3	320849994.5
95-th percentile	325254643.6
Maximum	329836207.4
Range	36779899.89
Interquartile range (IQR)	13650574.19

Descriptive statistics

Standard deviation	7833195.682
Coefficient of variation (CV)	0.02489514741
Kurtosis	-0.8183869797
Mean	314647491.4
Median Absolute Deviation (MAD)	5262863.418
Skewness	-0.4774119248
Sum	4.75117712 × 10¹¹
Variance	6.13589546 × 10¹³
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3296629976

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
304806797.4	2	0.1%
319779121.9	2	0.1%
323879932.6	2	0.1%
321758638.6	1	0.1%
321872604.7	1	0.1%
321260015.9	1	0.1%
321409999	1	0.1%
321999824	1	0.1%
321461327.8	1	0.1%
321035006.8	1	0.1%
Other values (1497)	1497	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
293056307.5	1	0.1%
293557335.3	1	0.1%
293841095	1	0.1%
293957001.8	1	0.1%
294490108.4	1	0.1%

Value	Count	Frequency (%)
329836207.4	1	0.1%
328719319.3	1	0.1%
328319236.4	1	0.1%
328304327.4	1	0.1%
328171230	1	0.1%

ACF and PACF

TRANGE
Real number (ℝ_≥0)

Distinct	1338
Distinct (%)	88.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.109211258

Minimum	0.391
Maximum	10.6432
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.9 KiB

Quantile statistics

Minimum	0.391
5-th percentile	0.79319
Q1	1.2426
median	1.85395
Q3	2.723975
95-th percentile	4.23253
Maximum	10.6432
Range	10.2522
Interquartile range (IQR)	1.481375

Descriptive statistics

Standard deviation	1.185689574
Coefficient of variation (CV)	0.562148324
Kurtosis	5.819107875
Mean	2.109211258
Median Absolute Deviation (MAD)	0.69125
Skewness	1.769148381
Sum	3184.909
Variance	1.405859765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1432	5	0.3%
1.0598	3	0.2%
1.6457	3	0.2%
2.1517	3	0.2%
1.1342	3	0.2%
0.6986	3	0.2%
1.4317	3	0.2%
1.4647	3	0.2%
1.4983	3	0.2%
0.7028	3	0.2%
Other values (1328)	1478	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.391	1	0.1%
0.4089	2	0.1%
0.4114	1	0.1%
0.4345	1	0.1%
0.4657	1	0.1%

Value	Count	Frequency (%)
10.6432	1	0.1%
9.9517	1	0.1%
9.295	1	0.1%
8.4174	1	0.1%
7.9824	1	0.1%

ADOSC
Numeric time series

UNIQUE

Distinct	1510
Distinct (%)	1.0
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	26294.1411794702
Minimum	-4542147.3006
Maximum	2352539.8552
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-4542147.301
5-th percentile	-1081925.31
Q1	-379816.8306
median	42170.13205
Q3	468493.634
95-th percentile	1172922.555
Maximum	2352539.855
Range	6894687.156
Interquartile range (IQR)	848310.4646

Descriptive statistics

Standard deviation	746520.1677
Coefficient of variation (CV)	28.39112191
Kurtosis	3.985912256
Mean	26294.14118
Median Absolute Deviation (MAD)	425478.0715
Skewness	-0.7886814754
Sum	39704153.18
Variance	5.572923607 × 10¹¹
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	7.146317235 × 10^-19

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-271380.443	1	0.1%
489324.5774	1	0.1%
93801.0471	1	0.1%
-64022.8255	1	0.1%
40870.725	1	0.1%
171541.2906	1	0.1%
-5914.8127	1	0.1%
-19551.6244	1	0.1%
283041.7525	1	0.1%
279747.1972	1	0.1%
Other values (1500)	1500	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4542147.301	1	0.1%
-4383806.801	1	0.1%
-4168310.179	1	0.1%
-3828913.759	1	0.1%
-3438215.929	1	0.1%

Value	Count	Frequency (%)
2352539.855	1	0.1%
2334894.924	1	0.1%
2253994.933	1	0.1%
2209519.136	1	0.1%
2206465.692	1	0.1%

ACF and PACF

OBV
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1506
Distinct (%)	0.9973509933774835
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	136958979.75231788
Minimum	91124950.0
Maximum	160106291.0
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	91124950
5-th percentile	104862121.2
Q1	132335078.5
median	139974455
Q3	146678373.2
95-th percentile	151227407.2
Maximum	160106291
Range	68981341
Interquartile range (IQR)	14343294.75

Descriptive statistics

Standard deviation	13272092.3
Coefficient of variation (CV)	0.0969056014
Kurtosis	1.801620017
Mean	136958979.8
Median Absolute Deviation (MAD)	7014322.5
Skewness	-1.439367117
Sum	2.068080594 × 10¹¹
Variance	1.76148434 × 10¹⁴
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.01046288189

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
148216840	2	0.1%
123122421	2	0.1%
140985345	2	0.1%
138886782	2	0.1%
141908028	1	0.1%
144641465	1	0.1%
143981754	1	0.1%
144823785	1	0.1%
143796676	1	0.1%
142602081	1	0.1%
Other values (1496)	1496	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
91124950	1	0.1%
92105520	1	0.1%
92347820	1	0.1%
93015421	1	0.1%
94038259	1	0.1%

Value	Count	Frequency (%)
160106291	1	0.1%
158233850	1	0.1%
158184769	1	0.1%
156549540	1	0.1%
156309571	1	0.1%

ACF and PACF

WMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1505
Distinct (%)	0.9966887417218543
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.14194562913906
Minimum	40.9358
Maximum	120.5639
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	40.9358
5-th percentile	60.45563
Q1	68.193625
median	77.20855
Q3	95.7512
95-th percentile	114.16527
Maximum	120.5639
Range	79.6281
Interquartile range (IQR)	27.557575

Descriptive statistics

Standard deviation	17.70839975
Coefficient of variation (CV)	0.215582911
Kurtosis	-0.7688246649
Mean	82.14194563
Median Absolute Deviation (MAD)	11.3308
Skewness	0.373415308
Sum	124034.3379
Variance	313.5874218
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.4078765937

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98.1167	2	0.1%
65.4992	2	0.1%
65.7221	2	0.1%
71.4712	2	0.1%
102.4578	2	0.1%
95.5241	1	0.1%
96.5814	1	0.1%
96.2308	1	0.1%
95.6882	1	0.1%
95.1632	1	0.1%
Other values (1495)	1495	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40.9358	1	0.1%
40.9445	1	0.1%
40.9609	1	0.1%
41.0469	1	0.1%
41.0985	1	0.1%

Value	Count	Frequency (%)
120.5639	1	0.1%
120.5582	1	0.1%
120.4001	1	0.1%
120.3987	1	0.1%
120.2758	1	0.1%

ACF and PACF

ULTOSC
Numeric time series

Distinct	1502
Distinct (%)	0.9947019867549669
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	50.427229735099345
Minimum	13.265
Maximum	78.6428
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	13.265
5-th percentile	33.59061
Q1	44.01355
median	50.83735
Q3	57.2527
95-th percentile	66.242775
Maximum	78.6428
Range	65.3778
Interquartile range (IQR)	13.23915

Descriptive statistics

Standard deviation	9.900949106
Coefficient of variation (CV)	0.1963413251
Kurtosis	0.09072335126
Mean	50.42722974
Median Absolute Deviation (MAD)	6.6277
Skewness	-0.2735996679
Sum	76145.1169
Variance	98.02879321
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.277614701 × 10^-9

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.595	2	0.1%
46.414	2	0.1%
55.8344	2	0.1%
56.9878	2	0.1%
38.4723	2	0.1%
45.6899	2	0.1%
60.7154	2	0.1%
57.1085	2	0.1%
56.6615	1	0.1%
53.669	1	0.1%
Other values (1492)	1492	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13.265	1	0.1%
14.3609	1	0.1%
15.1737	1	0.1%
17.7378	1	0.1%
19.7254	1	0.1%

Value	Count	Frequency (%)
78.6428	1	0.1%
76.3396	1	0.1%
75.6239	1	0.1%
75.1884	1	0.1%
75.0401	1	0.1%

ACF and PACF

AROONOSC
Numeric time series

Distinct	40
Distinct (%)	0.026490066225165563
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	11.62251655629139
Minimum	-100.0
Maximum	100.0
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-100
5-th percentile	-85
Q1	-45
median	30
Q3	65
95-th percentile	95
Maximum	100
Range	200
Interquartile range (IQR)	110

Descriptive statistics

Standard deviation	61.45369975
Coefficient of variation (CV)	5.287469323
Kurtosis	-1.380996776
Mean	11.62251656
Median Absolute Deviation (MAD)	55
Skewness	-0.262982873
Sum	17550
Variance	3776.557213
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.910377245 × 10^-15

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
55	111	7.4%
50	85	5.6%
80	62	4.1%
85	61	4.0%
-35	59	3.9%
-55	56	3.7%
-45	55	3.6%
45	53	3.5%
-65	51	3.4%
90	48	3.2%
Other values (30)	869	57.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-100	20	1.3%
-95	32	2.1%
-90	18	1.2%
-85	34	2.3%
-80	26	1.7%

Value	Count	Frequency (%)
100	42	2.8%
95	43	2.8%
90	48	3.2%
85	61	4.0%
80	62	4.1%

ACF and PACF

TEMA
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1508
Distinct (%)	0.9986754966887417
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	82.22326582781457
Minimum	33.2663
Maximum	123.0895
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	33.2663
5-th percentile	58.926285
Q1	68.288775
median	77.6721
Q3	96.673575
95-th percentile	113.965925
Maximum	123.0895
Range	89.8232
Interquartile range (IQR)	28.3848

Descriptive statistics

Standard deviation	17.96870541
Coefficient of variation (CV)	0.2185355353
Kurtosis	-0.6073974836
Mean	82.22326583
Median Absolute Deviation (MAD)	11.4772
Skewness	0.3313560131
Sum	124157.1314
Variance	322.8743743
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1306981999

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.7704	2	0.1%
70.8616	2	0.1%
63.4412	1	0.1%
95.428	1	0.1%
99.1249	1	0.1%
98.2377	1	0.1%
97.5645	1	0.1%
96.1656	1	0.1%
94.6005	1	0.1%
94.3868	1	0.1%
Other values (1498)	1498	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
33.2663	1	0.1%
33.3018	1	0.1%
34.2834	1	0.1%
34.6276	1	0.1%
34.952	1	0.1%

Value	Count	Frequency (%)
123.0895	1	0.1%
122.9849	1	0.1%
122.9623	1	0.1%
122.5864	1	0.1%
122.435	1	0.1%

ACF and PACF

ADXR
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1505
Distinct (%)	0.9966887417218543
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	17.942534437086092
Minimum	8.5635
Maximum	41.4171
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	8.5635
5-th percentile	10.36562
Q1	13.527025
median	16.5661
Q3	21.194775
95-th percentile	29.05329
Maximum	41.4171
Range	32.8536
Interquartile range (IQR)	7.66775

Descriptive statistics

Standard deviation	5.962998084
Coefficient of variation (CV)	0.3323386729
Kurtosis	1.36509569
Mean	17.94253444
Median Absolute Deviation (MAD)	3.7597
Skewness	1.081081091
Sum	27093.227
Variance	35.55734615
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.125849053 × 10^-5

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.4834	2	0.1%
19.1342	2	0.1%
13.8023	2	0.1%
14.9443	2	0.1%
12.843	2	0.1%
29.5211	1	0.1%
28.3969	1	0.1%
29.0446	1	0.1%
28.4165	1	0.1%
27.8544	1	0.1%
Other values (1495)	1495	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.5635	1	0.1%
8.5984	1	0.1%
8.6049	1	0.1%
8.6254	1	0.1%
8.6442	1	0.1%

Value	Count	Frequency (%)
41.4171	1	0.1%
41.3392	1	0.1%
41.2371	1	0.1%
40.7498	1	0.1%
40.5903	1	0.1%

ACF and PACF

MOM
Numeric time series

Distinct	1488
Distinct (%)	0.9854304635761589
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.2618318543046358
Minimum	-31.0081
Maximum	19.4666
Zeros	3
Zeros (%)	0.001986754966887417
Memory size	12208

Quantile statistics

Minimum	-31.0081
5-th percentile	-13.207285
Q1	-2.80105
median	1.07445
Q3	4.35725
95-th percentile	10.778465
Maximum	19.4666
Range	50.4747
Interquartile range (IQR)	7.1583

Descriptive statistics

Standard deviation	7.066978511
Coefficient of variation (CV)	26.99052233
Kurtosis	1.916429639
Mean	0.2618318543
Median Absolute Deviation (MAD)	3.50575
Skewness	-0.8771331776
Sum	395.3661
Variance	49.94218527
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.417321527 × 10^-6

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.3908	3	0.2%
0	3	0.2%
0.271	2	0.1%
1.9148	2	0.1%
1.9222	2	0.1%
-1.9151	2	0.1%
-5.4939	2	0.1%
8.5832	2	0.1%
-5.2332	2	0.1%
1.1804	2	0.1%
Other values (1478)	1488	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-31.0081	1	0.1%
-30.8626	1	0.1%
-30.2092	1	0.1%
-29.3213	1	0.1%
-29.2453	1	0.1%

Value	Count	Frequency (%)
19.4666	1	0.1%
18.3419	1	0.1%
17.0901	1	0.1%
17.0837	1	0.1%
16.8798	1	0.1%

ACF and PACF

BOP
Real number (ℝ)

Distinct	1414
Distinct (%)	93.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004078211921

Minimum	-1
Maximum	0.9913
Zeros	3
Zeros (%)	0.2%
Negative	747
Negative (%)	49.5%
Memory size	11.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.8125
Q1	-0.4204
median	0.01155
Q3	0.4439
95-th percentile	0.79598
Maximum	0.9913
Range	1.9913
Interquartile range (IQR)	0.8643

Descriptive statistics

Standard deviation	0.5145987821
Coefficient of variation (CV)	126.1824525
Kurtosis	-1.131624334
Mean	0.004078211921
Median Absolute Deviation (MAD)	0.43295
Skewness	-0.03422045135
Sum	6.1581
Variance	0.2648119066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7143	4	0.3%
-0.3333	4	0.3%
-0.4	4	0.3%
-0.5913	3	0.2%
0.6	3	0.2%
0.1	3	0.2%
0	3	0.2%
0.6667	3	0.2%
-0.1181	3	0.2%
-0.6436	2	0.1%
Other values (1404)	1478	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	1	0.1%
-0.9936	1	0.1%
-0.9935	1	0.1%
-0.9928	1	0.1%
-0.9843	1	0.1%

Value	Count	Frequency (%)
0.9913	1	0.1%
0.99	1	0.1%
0.9803	1	0.1%
0.9422	1	0.1%
0.9327	1	0.1%

SAR
Numeric time series

NON STATIONARY
SEASONAL

Distinct	1499
Distinct (%)	0.9927152317880795
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	81.93323165562913
Minimum	31.7173
Maximum	125.2312
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	31.7173
5-th percentile	58.80285
Q1	68.373475
median	77.0475
Q3	95.223475
95-th percentile	114.04947
Maximum	125.2312
Range	93.5139
Interquartile range (IQR)	26.85

Descriptive statistics

Standard deviation	18.2927194
Coefficient of variation (CV)	0.223263736
Kurtosis	-0.432944424
Mean	81.93323166
Median Absolute Deviation (MAD)	11.72225
Skewness	0.3205448842
Sum	123719.1798
Variance	334.6235831
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.2758564177

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.2952	2	0.1%
89.2549	2	0.1%
63.9835	2	0.1%
107.0746	2	0.1%
62.6294	2	0.1%
83.2851	2	0.1%
81.6627	2	0.1%
89.2123	2	0.1%
103.494	2	0.1%
82.6808	2	0.1%
Other values (1489)	1490	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
31.7173	1	0.1%
31.8476	1	0.1%
32.134	1	0.1%
32.4146	1	0.1%
32.6897	1	0.1%

Value	Count	Frequency (%)
125.2312	1	0.1%
125.1378	1	0.1%
124.8742	1	0.1%
124.4649	1	0.1%
124.0678	1	0.1%

ACF and PACF

PPO
Numeric time series

Distinct	1495
Distinct (%)	0.9900662251655629
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	0.1348033112582782
Minimum	-21.6488
Maximum	11.804
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	-21.6488
5-th percentile	-5.76105
Q1	-1.21185
median	0.49625
Q3	1.9744
95-th percentile	4.97994
Maximum	11.804
Range	33.4528
Interquartile range (IQR)	3.18625

Descriptive statistics

Standard deviation	3.516037658
Coefficient of variation (CV)	26.08272471
Kurtosis	6.591047915
Mean	0.1348033113
Median Absolute Deviation (MAD)	1.6027
Skewness	-1.444371012
Sum	203.553
Variance	12.36252081
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	2.631887553 × 10^-5

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2647	2	0.1%
-0.3863	2	0.1%
2.8004	2	0.1%
0.4618	2	0.1%
0.1215	2	0.1%
-2.4784	2	0.1%
0.8383	2	0.1%
0.4115	2	0.1%
0.8612	2	0.1%
-0.0693	2	0.1%
Other values (1485)	1490	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-21.6488	1	0.1%
-21.0883	1	0.1%
-20.6781	1	0.1%
-19.9996	1	0.1%
-19.7689	1	0.1%

Value	Count	Frequency (%)
11.804	1	0.1%
11.5222	1	0.1%
11.4591	1	0.1%
10.8193	1	0.1%
10.5932	1	0.1%

ACF and PACF

ROCR
Numeric time series

Distinct	1123
Distinct (%)	0.7437086092715232
Missing	0
Missing (%)	0.0
Infinite	0
Infinite (%)	0.0

Mean	1.0083114569536422
Minimum	0.5354
Maximum	1.428
Zeros	0
Zeros (%)	0.0
Memory size	12208

Quantile statistics

Minimum	0.5354
5-th percentile	0.84529
Q1	0.9663
median	1.01305
Q3	1.0551
95-th percentile	1.150165
Maximum	1.428
Range	0.8926
Interquartile range (IQR)	0.0888

Descriptive statistics

Standard deviation	0.09463543278
Coefficient of variation (CV)	0.09385535801
Kurtosis	3.757853694
Mean	1.008311457
Median Absolute Deviation (MAD)	0.04425
Skewness	-0.4774670295
Sum	1522.5503
Variance	0.008955865137
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.262992175 × 10^-6

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0257	5	0.3%
1.0286	5	0.3%
1.012	4	0.3%
1.002	4	0.3%
1.0226	4	0.3%
1.0019	4	0.3%
1.019	4	0.3%
1.0599	4	0.3%
1.0079	4	0.3%
1.0206	4	0.3%
Other values (1113)	1468	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.5354	1	0.1%
0.543	1	0.1%
0.5481	1	0.1%
0.5604	1	0.1%
0.5624	1	0.1%

Value	Count	Frequency (%)
1.428	1	0.1%
1.4091	1	0.1%
1.3733	1	0.1%
1.3626	1	0.1%
1.3524	1	0.1%

ACF and PACF

Forward_Return
Real number (ℝ)

Distinct	1504
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0002556075668

Minimum	-0.1360397322
Maximum	0.1202501203
Zeros	6
Zeros (%)	0.4%
Negative	721
Negative (%)	47.7%
Memory size	11.9 KiB

Quantile statistics

Minimum	-0.1360397322
5-th percentile	-0.02971969411
Q1	-0.009726986462
median	0.0006133327277
Q3	0.01020563704
95-th percentile	0.03085574861
Maximum	0.1202501203
Range	0.2562898525
Interquartile range (IQR)	0.0199326235

Descriptive statistics

Standard deviation	0.0203786019
Coefficient of variation (CV)	79.72612921
Kurtosis	6.630242601
Mean	0.0002556075668
Median Absolute Deviation (MAD)	0.009900757465
Skewness	-0.4491649511
Sum	0.3859674259
Variance	0.0004152874155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	0.4%
0.004454626448	2	0.1%
0.01659641728	1	0.1%
0.01354493076	1	0.1%
0.02696650182	1	0.1%
0.01361959709	1	0.1%
-0.01747049531	1	0.1%
0.004668098217	1	0.1%
0.05599921128	1	0.1%
0.02891052952	1	0.1%
Other values (1494)	1494	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1360397322	1	0.1%
-0.1334371755	1	0.1%
-0.1204389212	1	0.1%
-0.113418362	1	0.1%
-0.1073458219	1	0.1%

Value	Count	Frequency (%)
0.1202501203	1	0.1%
0.1128853404	1	0.1%
0.09195944353	1	0.1%
0.08309455587	1	0.1%
0.07487373737	1	0.1%

Return_Target
Real number (ℝ_≥0)

ZEROS

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2543046358

Minimum	0
Maximum	1
Zeros	1126
Zeros (%)	74.6%
Negative	0
Negative (%)	0.0%
Memory size	11.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4356138847
Coefficient of variation (CV)	1.712960849
Kurtosis	-0.7251060461
Mean	0.2543046358
Median Absolute Deviation (MAD)	0
Skewness	1.12953801
Sum	384
Variance	0.1897594565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	1126	74.6%
1	384	25.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1126	74.6%
1	384	25.4%

Value	Count	Frequency (%)
1	384	25.4%
0	1126	74.6%

Overview

Variables

Common Values